Detecting Deepfakes with Multivariate Soft Blending and CLIP-based Image-Text Alignment

Jingwei Li, Jiaxin Tong, Pengfei Wu

The proliferation of highly realistic facial forgeries necessitates robust detection methods. However, existing approaches often suffer from limited accuracy and poor generalizatio…